IEEE Electrification - December 2022 - 21

(ML) technologies, which are capable of dealing with
uncertainties associated with BTM resources and
unknown distribution system models, make them suitable
tools for managing distribution systems with high
penetrations of BTM resources. To improve the modeling,
monitoring, and control of power distribution systems
with BTM resources, this article introduces state-of-theart
data-driven algorithms that complement modelbased
approaches.
Data-Driven Modeling for Distribution
Systems With BTM Resources
Accurate modeling of distribution systems is crucial to the
management and control of distribution systems with
BTM resources. To fully take advantage of BTM resources,
utilities need advanced tools, such as three-phase power
flow, distribution system state estimation, three-phase
optimal power flow, network reconfiguration, and volt-var
control (VVC). These tools
depend on accurate modeling
of the distribution
system. Inaccurate modeling
will cause issues,
such as inaccurate power
flow analysis, the failure
of power system protection,
inaccurate hosting
capacity analysis, and
feeder load unbalance.
The modeling information
of distribution networks
is usually recorded
in systems, such as enterprise
resource planning
systems, distribution
management systems,
and geographic information
systems (GISs). However,
for most utilities,
these records are either
incomplete or inaccurate.
During the long history of
maintenance and upgrades, GIS records have accumulated
errors and missing records due to undocumented network

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IEEE Electrification - December 2022

Table of Contents for the Digital Edition of IEEE Electrification - December 2022

Contents
IEEE Electrification - December 2022 - Cover1
IEEE Electrification - December 2022 - Cover2
IEEE Electrification - December 2022 - Contents
IEEE Electrification - December 2022 - 2
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IEEE Electrification - December 2022 - Cover3
IEEE Electrification - December 2022 - Cover4
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https://www.nxtbook.com/nxtbooks/pes/electrification_december2021
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https://www.nxtbook.com/nxtbooks/pes/electrification_june2021
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https://www.nxtbook.com/nxtbooks/pes/electrification_december2017
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https://www.nxtbook.com/nxtbooks/pes/electrification_june2017
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https://www.nxtbook.com/nxtbooks/pes/electrification_march2015
https://www.nxtbook.com/nxtbooks/pes/electrification_june2015
https://www.nxtbook.com/nxtbooks/pes/electrification_september2015
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